Profiling Report

Dataset statistics

Number of variables	23
Number of observations	3677
Missing cells	6710
Missing cells (%)	7.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	2.2 MiB
Average record size in memory	632.1 B

Variable types

Categorical	10
Text	3
Numeric	10

Alerts

`area` is highly overall correlated with `bathroom` and 5 other fields	High correlation
`balcony` is highly overall correlated with `bathroom` and 1 other fields	High correlation
`bathroom` is highly overall correlated with `area` and 6 other fields	High correlation
`bedRoom` is highly overall correlated with `area` and 5 other fields	High correlation
`built_up_area` is highly overall correlated with `area` and 4 other fields	High correlation
`carpet_area` is highly overall correlated with `area` and 5 other fields	High correlation
`facing` is highly overall correlated with `built_up_area`	High correlation
`price` is highly overall correlated with `area` and 7 other fields	High correlation
`price_per_sqft` is highly overall correlated with `price`	High correlation
`property_type` is highly overall correlated with `bedRoom` and 1 other fields	High correlation
`servant room` is highly overall correlated with `bathroom` and 1 other fields	High correlation
`super_built_up_area` is highly overall correlated with `area` and 7 other fields	High correlation
`store room` is highly imbalanced (55.7%)	Imbalance
`facing` has 1045 (28.4%) missing values	Missing
`super_built_up_area` has 1802 (49.0%) missing values	Missing
`built_up_area` has 1987 (54.0%) missing values	Missing
`carpet_area` has 1805 (49.1%) missing values	Missing
`area` is highly skewed (γ1 = 29.73095613)	Skewed
`built_up_area` is highly skewed (γ1 = 40.70657243)	Skewed
`carpet_area` is highly skewed (γ1 = 24.33323909)	Skewed
`floorNum` has 129 (3.5%) zeros	Zeros
`luxury_score` has 457 (12.4%) zeros	Zeros

Reproduction

Analysis started	2024-02-27 04:33:56.807386
Analysis finished	2024-02-27 04:34:53.134594
Duration	56.33 seconds
Software version	ydata-profiling vv4.6.5
Download configuration	config.json

property_type
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	248.6 KiB

flat	2818
house	859

Length

Max length	5
Median length	4
Mean length	4.2336144
Min length	4

Characters and Unicode

Total characters	15567
Distinct characters	9
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	house
2nd row	house
3rd row	flat
4th row	house
5th row	house

Common Values

Value	Count	Frequency (%)
flat	2818	76.6%
house	859	23.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
flat	2818	76.6%
house	859	23.4%

Most occurring characters

Value	Count	Frequency (%)
f	2818	18.1%
l	2818	18.1%
a	2818	18.1%
t	2818	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	15567	100.0%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
f	2818	18.1%
l	2818	18.1%
a	2818	18.1%
t	2818	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

Most occurring scripts

Value	Count	Frequency (%)
Latin	15567	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
f	2818	18.1%
l	2818	18.1%
a	2818	18.1%
t	2818	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	15567	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
f	2818	18.1%
l	2818	18.1%
a	2818	18.1%
t	2818	18.1%
h	859	5.5%
o	859	5.5%
u	859	5.5%
s	859	5.5%
e	859	5.5%

society
Text

Distinct	676
Distinct (%)	18.4%
Missing	1
Missing (%)	< 0.1%
Memory size	293.9 KiB

Length

Max length	49
Median length	39
Mean length	16.869695
Min length	1

Characters and Unicode

Total characters	62013
Distinct characters	41
Distinct categories	5 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	308 ?
Unique (%)	8.4%

Sample

1st row	independent
2nd row	independent
3rd row	la vida by tata housing
4th row	independent
5th row	dlf city plots phase 3

Value	Count	Frequency (%)
independent	491	5.1%
the	350	3.6%
dlf	220	2.3%
park	209	2.2%
city	166	1.7%
emaar	155	1.6%
global	153	1.6%
m3m	152	1.6%
signature	150	1.6%
heights	134	1.4%
Other values (783)	7497	77.5%

Most occurring characters

Value	Count	Frequency (%)
e	6710	10.8%
	6003	9.7%
a	5861	9.5%
r	4171	6.7%
n	4163	6.7%
i	3830	6.2%
t	3719	6.0%
s	3472	5.6%
l	2943	4.7%
o	2755	4.4%
Other values (31)	18386	29.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	55465	89.4%
Space Separator	6003	9.7%
Decimal Number	527	0.8%
Other Punctuation	10	< 0.1%
Dash Punctuation	8	< 0.1%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	6710	12.1%
a	5861	10.6%
r	4171	7.5%
n	4163	7.5%
i	3830	6.9%
t	3719	6.7%
s	3472	6.3%
l	2943	5.3%
o	2755	5.0%
d	2488	4.5%
Other values (16)	15353	27.7%

Decimal Number

Value	Count	Frequency (%)
3	207	39.3%
2	82	15.6%
1	75	14.2%
6	56	10.6%
8	32	6.1%
4	19	3.6%
5	17	3.2%
0	13	2.5%
9	13	2.5%
7	13	2.5%

Other Punctuation

Value	Count	Frequency (%)
,	7	70.0%
/	2	20.0%
.	1	10.0%

Space Separator

Value	Count	Frequency (%)
	6003	100.0%

Dash Punctuation

Value	Count	Frequency (%)
-	8	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	55465	89.4%
Common	6548	10.6%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	6710	12.1%
a	5861	10.6%
r	4171	7.5%
n	4163	7.5%
i	3830	6.9%
t	3719	6.7%
s	3472	6.3%
l	2943	5.3%
o	2755	5.0%
d	2488	4.5%
Other values (16)	15353	27.7%

Common

Value	Count	Frequency (%)
	6003	91.7%
3	207	3.2%
2	82	1.3%
1	75	1.1%
6	56	0.9%
8	32	0.5%
4	19	0.3%
5	17	0.3%
0	13	0.2%
9	13	0.2%
Other values (5)	31	0.5%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	62013	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	6710	10.8%
	6003	9.7%
a	5861	9.5%
r	4171	6.7%
n	4163	6.7%
i	3830	6.2%
t	3719	6.0%
s	3472	5.6%
l	2943	4.7%
o	2755	4.4%
Other values (31)	18386	29.6%

sector
Text

Distinct	113
Distinct (%)	3.1%
Missing	0
Missing (%)	0.0%
Memory size	266.9 KiB

Length

Max length	26
Median length	9
Mean length	9.3209138
Min length	7

Characters and Unicode

Total characters	34273
Distinct characters	31
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	sector 7
2nd row	sector 14
3rd row	sector 113
4th row	sector 25
5th row	sector 24

Value	Count	Frequency (%)
sector	3452	46.8%
road	178	2.4%
sohna	166	2.2%
85	108	1.5%
102	107	1.4%
92	100	1.4%
69	93	1.3%
90	89	1.2%
65	87	1.2%
81	87	1.2%
Other values (106)	2915	39.5%

Most occurring characters

Value	Count	Frequency (%)
o	3807	11.1%
	3705	10.8%
s	3697	10.8%
r	3697	10.8%
e	3542	10.3%
c	3503	10.2%
t	3463	10.1%
1	1076	3.1%
0	804	2.3%
8	780	2.3%
Other values (21)	6199	18.1%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	23299	68.0%
Decimal Number	7269	21.2%
Space Separator	3705	10.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
o	3807	16.3%
s	3697	15.9%
r	3697	15.9%
e	3542	15.2%
c	3503	15.0%
t	3463	14.9%
a	699	3.0%
d	249	1.1%
n	221	0.9%
h	203	0.9%
Other values (10)	218	0.9%

Decimal Number

Value	Count	Frequency (%)
1	1076	14.8%
0	804	11.1%
8	780	10.7%
9	764	10.5%
6	742	10.2%
7	684	9.4%
2	676	9.3%
3	666	9.2%
5	593	8.2%
4	484	6.7%

Space Separator

Value	Count	Frequency (%)
	3705	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	23299	68.0%
Common	10974	32.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
o	3807	16.3%
s	3697	15.9%
r	3697	15.9%
e	3542	15.2%
c	3503	15.0%
t	3463	14.9%
a	699	3.0%
d	249	1.1%
n	221	0.9%
h	203	0.9%
Other values (10)	218	0.9%

Common

Value	Count	Frequency (%)
	3705	33.8%
1	1076	9.8%
0	804	7.3%
8	780	7.1%
9	764	7.0%
6	742	6.8%
7	684	6.2%
2	676	6.2%
3	666	6.1%
5	593	5.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	34273	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
o	3807	11.1%
	3705	10.8%
s	3697	10.8%
r	3697	10.8%
e	3542	10.3%
c	3503	10.2%
t	3463	10.1%
1	1076	3.1%
0	804	2.3%
8	780	2.3%
Other values (21)	6199	18.1%

price
Real number (ℝ)

HIGH CORRELATION

Distinct	473
Distinct (%)	12.9%
Missing	17
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	2.5336639

Minimum	0.07
Maximum	31.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	0.07
5-th percentile	0.37
Q1	0.95
median	1.52
Q3	2.75
95-th percentile	8.5
Maximum	31.5
Range	31.43
Interquartile range (IQR)	1.8

Descriptive statistics

Standard deviation	2.9806235
Coefficient of variation (CV)	1.1764084
Kurtosis	14.933373
Mean	2.5336639
Median Absolute Deviation (MAD)	0.72
Skewness	3.2791705
Sum	9273.21
Variance	8.8841164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.25	80	2.2%
1.2	64	1.7%
1.5	64	1.7%
0.9	63	1.7%
1.1	62	1.7%
1.4	60	1.6%
1.3	57	1.6%
2	52	1.4%
0.95	52	1.4%
1.6	48	1.3%
Other values (463)	3058	83.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.07	1	< 0.1%
0.16	1	< 0.1%
0.17	1	< 0.1%
0.19	1	< 0.1%
0.2	8	0.2%
0.21	6	0.2%
0.22	8	0.2%
0.23	1	< 0.1%
0.24	6	0.2%
0.25	11	0.3%

Value	Count	Frequency (%)
31.5	1	< 0.1%
27.5	1	< 0.1%
26	2	0.1%
25	1	< 0.1%
24	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
20	3	0.1%
19.5	2	0.1%
19	3	0.1%

price_per_sqft
Real number (ℝ)

HIGH CORRELATION

Distinct	2651
Distinct (%)	72.4%
Missing	17
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	13892.668

Minimum	4
Maximum	600000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	4
5-th percentile	4715.95
Q1	6817.25
median	9020
Q3	13880.5
95-th percentile	33333
Maximum	600000
Range	599996
Interquartile range (IQR)	7063.25

Descriptive statistics

Standard deviation	23210.067
Coefficient of variation (CV)	1.6706702
Kurtosis	186.92801
Mean	13892.668
Median Absolute Deviation (MAD)	2794
Skewness	11.43719
Sum	50847166
Variance	5.3870722 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	27	0.7%
8000	19	0.5%
5000	17	0.5%
12500	14	0.4%
22222	13	0.4%
6666	13	0.4%
11111	13	0.4%
8333	12	0.3%
7500	12	0.3%
6000	11	0.3%
Other values (2641)	3509	95.4%
(Missing)	17	0.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4	1	< 0.1%
5	1	< 0.1%
7	1	< 0.1%
9	1	< 0.1%
53	1	< 0.1%
57	1	< 0.1%
58	2	0.1%
60	1	< 0.1%
61	1	< 0.1%
79	1	< 0.1%

Value	Count	Frequency (%)
600000	1	< 0.1%
400000	1	< 0.1%
315789	1	< 0.1%
308333	1	< 0.1%
290948	1	< 0.1%
283333	1	< 0.1%
266666	1	< 0.1%
261194	1	< 0.1%
245398	1	< 0.1%
241666	1	< 0.1%

area
Real number (ℝ)

HIGH CORRELATION SKEWED

Distinct	1312
Distinct (%)	35.8%
Missing	17
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	2888.3311

Minimum	50
Maximum	875000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	50
5-th percentile	518.85
Q1	1232.25
median	1733
Q3	2300
95-th percentile	4246.2
Maximum	875000
Range	874950
Interquartile range (IQR)	1067.75

Descriptive statistics

Standard deviation	23167.506
Coefficient of variation (CV)	8.0210699
Kurtosis	942.02903
Mean	2888.3311
Median Absolute Deviation (MAD)	533
Skewness	29.730956
Sum	10571292
Variance	5.3673333 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1650	54	1.5%
1350	48	1.3%
1800	47	1.3%
1950	43	1.2%
3240	43	1.2%
2700	39	1.1%
900	38	1.0%
2000	33	0.9%
2250	25	0.7%
2400	23	0.6%
Other values (1302)	3267	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
50	4	0.1%
55	1	< 0.1%
56	1	< 0.1%
57	1	< 0.1%
60	2	0.1%
61	1	< 0.1%
67	2	0.1%
70	1	< 0.1%
72	1	< 0.1%
76	1	< 0.1%

Value	Count	Frequency (%)
875000	1	< 0.1%
642857	1	< 0.1%
620000	1	< 0.1%
566667	1	< 0.1%
215517	1	< 0.1%
98978	1	< 0.1%
82781	1	< 0.1%
65517	2	0.1%
65261	1	< 0.1%
58228	1	< 0.1%

areaWithType
Text

Distinct	2355
Distinct (%)	64.0%
Missing	0
Missing (%)	0.0%
Memory size	428.2 KiB

Length

Max length	124
Median length	119
Mean length	54.236062
Min length	12

Characters and Unicode

Total characters	199426
Distinct characters	35
Distinct categories	7 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1849 ?
Unique (%)	50.3%

Sample

1st row	Plot area 477(44.31 sq.m.)
2nd row	Plot area 250(209.03 sq.m.)
3rd row	Super Built up area 2690(249.91 sq.m.)Built Up area: 2350 sq.ft. (218.32 sq.m.)Carpet area: 2170 sq.ft. (201.6 sq.m.)
4th row	Plot area 250(209.03 sq.m.)Built Up area: 260 sq.yards (217.39 sq.m.)Carpet area: 245 sq.yards (204.85 sq.m.)
5th row	Plot area 60(50.17 sq.m.)

Value	Count	Frequency (%)
area	5573	18.5%
sq.m	3655	12.1%
up	3020	10.0%
built	2316	7.7%
super	1875	6.2%
sq.ft	1751	5.8%
sq.m.)carpet	1185	3.9%
sq.m.)built	702	2.3%
carpet	683	2.3%
plot	681	2.3%
Other values (2846)	8700	28.9%

Most occurring characters

Value	Count	Frequency (%)
	26464	13.3%
.	20389	10.2%
a	13154	6.6%
r	9456	4.7%
e	9320	4.7%
1	9205	4.6%
s	7567	3.8%
q	7431	3.7%
t	7324	3.7%
u	6770	3.4%
Other values (25)	82346	41.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	82758	41.5%
Decimal Number	47135	23.6%
Space Separator	26464	13.3%
Other Punctuation	23406	11.7%
Uppercase Letter	8593	4.3%
Close Punctuation	5535	2.8%
Open Punctuation	5535	2.8%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
a	13154	15.9%
r	9456	11.4%
e	9320	11.3%
s	7567	9.1%
q	7431	9.0%
t	7324	8.8%
u	6770	8.2%
p	6767	8.2%
m	5544	6.7%
l	3701	4.5%
Other values (5)	5724	6.9%

Decimal Number

Value	Count	Frequency (%)
1	9205	19.5%
0	6628	14.1%
2	5688	12.1%
5	4714	10.0%
3	3960	8.4%
4	3711	7.9%
6	3674	7.8%
7	3254	6.9%
8	3157	6.7%
9	3144	6.7%

Uppercase Letter

Value	Count	Frequency (%)
B	3020	35.1%
S	1875	21.8%
C	1872	21.8%
U	1145	13.3%
P	681	7.9%

Other Punctuation

Value	Count	Frequency (%)
.	20389	87.1%
:	3017	12.9%

Space Separator

Value	Count	Frequency (%)
	26464	100.0%

Close Punctuation

Value	Count	Frequency (%)
)	5535	100.0%

Open Punctuation

Value	Count	Frequency (%)
(	5535	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	108075	54.2%
Latin	91351	45.8%

Most frequent character per script

Latin

Value	Count	Frequency (%)
a	13154	14.4%
r	9456	10.4%
e	9320	10.2%
s	7567	8.3%
q	7431	8.1%
t	7324	8.0%
u	6770	7.4%
p	6767	7.4%
m	5544	6.1%
l	3701	4.1%
Other values (10)	14317	15.7%

Common

Value	Count	Frequency (%)
	26464	24.5%
.	20389	18.9%
1	9205	8.5%
0	6628	6.1%
2	5688	5.3%
)	5535	5.1%
(	5535	5.1%
5	4714	4.4%
3	3960	3.7%
4	3711	3.4%
Other values (5)	16246	15.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	199426	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
	26464	13.3%
.	20389	10.2%
a	13154	6.6%
r	9456	4.7%
e	9320	4.7%
1	9205	4.6%
s	7567	3.8%
q	7431	3.7%
t	7324	3.7%
u	6770	3.4%
Other values (25)	82346	41.3%

bedRoom
Real number (ℝ)

HIGH CORRELATION

Distinct	19
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.3600761

Minimum	1
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	21
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.8976289
Coefficient of variation (CV)	0.56475771
Kurtosis	18.212873
Mean	3.3600761
Median Absolute Deviation (MAD)	1
Skewness	3.4851418
Sum	12355
Variance	3.6009954
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
3	1496	40.7%
2	942	25.6%
4	660	17.9%
5	210	5.7%
1	124	3.4%
6	74	2.0%
9	41	1.1%
8	30	0.8%
12	28	0.8%
7	28	0.8%
Other values (9)	44	1.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	124	3.4%
2	942	25.6%
3	1496	40.7%
4	660	17.9%
5	210	5.7%
6	74	2.0%
7	28	0.8%
8	30	0.8%
9	41	1.1%
10	20	0.5%

Value	Count	Frequency (%)
21	1	< 0.1%
20	1	< 0.1%
19	2	0.1%
18	2	0.1%
16	12	0.3%
14	1	< 0.1%
13	4	0.1%
12	28	0.8%
11	1	< 0.1%
10	20	0.5%

bathroom
Real number (ℝ)

HIGH CORRELATION

Distinct	19
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.4245309

Minimum	1
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	21
Range	20
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9480681
Coefficient of variation (CV)	0.56885693
Kurtosis	17.542297
Mean	3.4245309
Median Absolute Deviation (MAD)	1
Skewness	3.2488298
Sum	12592
Variance	3.7949693
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
3	1077	29.3%
2	1047	28.5%
4	820	22.3%
5	294	8.0%
1	156	4.2%
6	117	3.2%
9	41	1.1%
7	40	1.1%
8	25	0.7%
12	22	0.6%
Other values (9)	38	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	156	4.2%
2	1047	28.5%
3	1077	29.3%
4	820	22.3%
5	294	8.0%
6	117	3.2%
7	40	1.1%
8	25	0.7%
9	41	1.1%
10	9	0.2%

Value	Count	Frequency (%)
21	1	< 0.1%
20	3	0.1%
18	4	0.1%
17	3	0.1%
16	8	0.2%
14	2	0.1%
13	4	0.1%
12	22	0.6%
11	4	0.1%
10	9	0.2%

balcony
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	238.1 KiB

3+	1172
3	1074
2	884
1	365
0	182

Length

Max length	2
Median length	1
Mean length	1.3187381
Min length	1

Characters and Unicode

Total characters	4849
Distinct characters	5
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	3
3rd row	3+
4th row	3+
5th row	2

Common Values

Value	Count	Frequency (%)
3+	1172	31.9%
3	1074	29.2%
2	884	24.0%
1	365	9.9%
0	182	4.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
3	2246	61.1%
2	884	24.0%
1	365	9.9%
0	182	4.9%

Most occurring characters

Value	Count	Frequency (%)
3	2246	46.3%
+	1172	24.2%
2	884	18.2%
1	365	7.5%
0	182	3.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3677	75.8%
Math Symbol	1172	24.2%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	2246	61.1%
2	884	24.0%
1	365	9.9%
0	182	4.9%

Math Symbol

Value	Count	Frequency (%)
+	1172	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	4849	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	2246	46.3%
+	1172	24.2%
2	884	18.2%
1	365	7.5%
0	182	3.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	4849	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	2246	46.3%
+	1172	24.2%
2	884	18.2%
1	365	7.5%
0	182	3.8%

floorNum
Real number (ℝ)

ZEROS

Distinct	43
Distinct (%)	1.2%
Missing	19
Missing (%)	0.5%
Infinite	0
Infinite (%)	0.0%
Mean	6.7982504

Minimum	0
Maximum	51
Zeros	129
Zeros (%)	3.5%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	5
Q3	10
95-th percentile	18
Maximum	51
Range	51
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.0124542
Coefficient of variation (CV)	0.884412
Kurtosis	4.5153928
Mean	6.7982504
Median Absolute Deviation (MAD)	3
Skewness	1.6936988
Sum	24868
Variance	36.149606
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
3	498	13.5%
2	493	13.4%
1	351	9.5%
4	316	8.6%
8	195	5.3%
6	183	5.0%
10	179	4.9%
7	176	4.8%
5	169	4.6%
9	161	4.4%
Other values (33)	937	25.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	129	3.5%
1	351	9.5%
2	493	13.4%
3	498	13.5%
4	316	8.6%
5	169	4.6%
6	183	5.0%
7	176	4.8%
8	195	5.3%
9	161	4.4%

Value	Count	Frequency (%)
51	1	< 0.1%
45	1	< 0.1%
44	1	< 0.1%
43	2	0.1%
40	1	< 0.1%
39	2	0.1%
38	1	< 0.1%
35	2	0.1%
34	2	0.1%
33	4	0.1%

facing
Categorical

HIGH CORRELATION MISSING

Distinct	8
Distinct (%)	0.3%
Missing	1045
Missing (%)	28.4%
Memory size	233.6 KiB

East	623
North-East	623
North	387
West	249
South	231
Other values (3)	519

Length

Max length	10
Median length	5
Mean length	6.8381459
Min length	4

Characters and Unicode

Total characters	17998
Distinct characters	13
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	East
2nd row	South
3rd row	North-East
4th row	North-East
5th row	South-East

Common Values

Value	Count	Frequency (%)
East	623	16.9%
North-East	623	16.9%
North	387	10.5%
West	249	6.8%
South	231	6.3%
North-West	193	5.2%
South-East	173	4.7%
South-West	153	4.2%
(Missing)	1045	28.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
east	623	23.7%
north-east	623	23.7%
north	387	14.7%
west	249	9.5%
south	231	8.8%
north-west	193	7.3%
south-east	173	6.6%
south-west	153	5.8%

Most occurring characters

Value	Count	Frequency (%)
t	3774	21.0%
s	2014	11.2%
o	1760	9.8%
h	1760	9.8%
E	1419	7.9%
a	1419	7.9%
N	1203	6.7%
r	1203	6.7%
-	1142	6.3%
W	595	3.3%
Other values (3)	1709	9.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	13082	72.7%
Uppercase Letter	3774	21.0%
Dash Punctuation	1142	6.3%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
t	3774	28.8%
s	2014	15.4%
o	1760	13.5%
h	1760	13.5%
a	1419	10.8%
r	1203	9.2%
e	595	4.5%
u	557	4.3%

Uppercase Letter

Value	Count	Frequency (%)
E	1419	37.6%
N	1203	31.9%
W	595	15.8%
S	557	14.8%

Dash Punctuation

Value	Count	Frequency (%)
-	1142	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	16856	93.7%
Common	1142	6.3%

Most frequent character per script

Latin

Value	Count	Frequency (%)
t	3774	22.4%
s	2014	11.9%
o	1760	10.4%
h	1760	10.4%
E	1419	8.4%
a	1419	8.4%
N	1203	7.1%
r	1203	7.1%
W	595	3.5%
e	595	3.5%
Other values (2)	1114	6.6%

Common

Value	Count	Frequency (%)
-	1142	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	17998	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
t	3774	21.0%
s	2014	11.2%
o	1760	9.8%
h	1760	9.8%
E	1419	7.9%
a	1419	7.9%
N	1203	6.7%
r	1203	6.7%
-	1142	6.3%
W	595	3.3%
Other values (3)	1709	9.5%

agePossession
Categorical

Distinct	6
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	281.1 KiB

Relatively New	1646
New Property	648
Moderately Old	563
Undefined	306
Old Property	303

Length

Max length	18
Median length	14
Mean length	13.296165
Min length	9

Characters and Unicode

Total characters	48890
Distinct characters	25
Distinct categories	3 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Old Property
2nd row	Moderately Old
3rd row	Relatively New
4th row	New Property
5th row	Old Property

Common Values

Value	Count	Frequency (%)
Relatively New	1646	44.8%
New Property	648	17.6%
Moderately Old	563	15.3%
Undefined	306	8.3%
Old Property	303	8.2%
Under Construction	211	5.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
new	2294	32.5%
relatively	1646	23.4%
property	951	13.5%
old	866	12.3%
moderately	563	8.0%
undefined	306	4.3%
under	211	3.0%
construction	211	3.0%

Most occurring characters

Value	Count	Frequency (%)
e	8486	17.4%
l	4721	9.7%
t	3582	7.3%
	3371	6.9%
y	3160	6.5%
r	2887	5.9%
N	2294	4.7%
w	2294	4.7%
d	2252	4.6%
a	2209	4.5%
Other values (15)	13634	27.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	38471	78.7%
Uppercase Letter	7048	14.4%
Space Separator	3371	6.9%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
e	8486	22.1%
l	4721	12.3%
t	3582	9.3%
y	3160	8.2%
r	2887	7.5%
w	2294	6.0%
d	2252	5.9%
a	2209	5.7%
i	2163	5.6%
o	1936	5.0%
Other values (7)	4781	12.4%

Uppercase Letter

Value	Count	Frequency (%)
N	2294	32.5%
R	1646	23.4%
P	951	13.5%
O	866	12.3%
M	563	8.0%
U	517	7.3%
C	211	3.0%

Space Separator

Value	Count	Frequency (%)
	3371	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	45519	93.1%
Common	3371	6.9%

Most frequent character per script

Latin

Value	Count	Frequency (%)
e	8486	18.6%
l	4721	10.4%
t	3582	7.9%
y	3160	6.9%
r	2887	6.3%
N	2294	5.0%
w	2294	5.0%
d	2252	4.9%
a	2209	4.9%
i	2163	4.8%
Other values (14)	11471	25.2%

Common

Value	Count	Frequency (%)
	3371	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	48890	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
e	8486	17.4%
l	4721	9.7%
t	3582	7.3%
	3371	6.9%
y	3160	6.5%
r	2887	5.9%
N	2294	4.7%
w	2294	4.7%
d	2252	4.6%
a	2209	4.5%
Other values (15)	13634	27.9%

super_built_up_area
Real number (ℝ)

HIGH CORRELATION MISSING

Distinct	593
Distinct (%)	31.6%
Missing	1802
Missing (%)	49.0%
Infinite	0
Infinite (%)	0.0%
Mean	1925.2376

Minimum	89
Maximum	10000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	89
5-th percentile	767
Q1	1479.5
median	1828
Q3	2215
95-th percentile	3185
Maximum	10000
Range	9911
Interquartile range (IQR)	735.5

Descriptive statistics

Standard deviation	764.17218
Coefficient of variation (CV)	0.39692356
Kurtosis	10.349191
Mean	1925.2376
Median Absolute Deviation (MAD)	372
Skewness	1.8364563
Sum	3609820.5
Variance	583959.12
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1950	37	1.0%
1650	37	1.0%
2000	25	0.7%
1578	25	0.7%
2150	22	0.6%
1640	22	0.6%
1900	19	0.5%
2408	19	0.5%
1930	18	0.5%
1350	17	0.5%
Other values (583)	1634	44.4%
(Missing)	1802	49.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
89	1	< 0.1%
145	1	< 0.1%
161	1	< 0.1%
215	1	< 0.1%
216	1	< 0.1%
325	1	< 0.1%
340	1	< 0.1%
352	1	< 0.1%
380	1	< 0.1%
406	1	< 0.1%

Value	Count	Frequency (%)
10000	1	< 0.1%
6926	1	< 0.1%
6000	1	< 0.1%
5800	2	0.1%
5514	1	< 0.1%
5350	2	0.1%
5200	2	0.1%
4890	1	< 0.1%
4857	1	< 0.1%
4848	2	0.1%

built_up_area
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	644
Distinct (%)	38.1%
Missing	1987
Missing (%)	54.0%
Infinite	0
Infinite (%)	0.0%
Mean	2379.5858

Minimum	2
Maximum	737147
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	2
5-th percentile	240.45
Q1	1100
median	1650
Q3	2400
95-th percentile	4691
Maximum	737147
Range	737145
Interquartile range (IQR)	1300

Descriptive statistics

Standard deviation	17942.88
Coefficient of variation (CV)	7.5403375
Kurtosis	1667.8704
Mean	2379.5858
Median Absolute Deviation (MAD)	650
Skewness	40.706572
Sum	4021500
Variance	3.2194695 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1800	41	1.1%
3240	37	1.0%
1900	34	0.9%
2700	33	0.9%
1350	33	0.9%
900	28	0.8%
1600	26	0.7%
1300	24	0.7%
2000	24	0.7%
1700	23	0.6%
Other values (634)	1387	37.7%
(Missing)	1987	54.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	< 0.1%
14	1	< 0.1%
30	1	< 0.1%
33	1	< 0.1%
50	3	0.1%
53	1	< 0.1%
55	1	< 0.1%
56	1	< 0.1%
57	1	< 0.1%
60	5	0.1%

Value	Count	Frequency (%)
737147	1	< 0.1%
13500	1	< 0.1%
11286	1	< 0.1%
9500	1	< 0.1%
9000	7	0.2%
8775	1	< 0.1%
8286	1	< 0.1%
8067.8	1	< 0.1%
8000	1	< 0.1%
7500	2	0.1%

carpet_area
Real number (ℝ)

HIGH CORRELATION MISSING SKEWED

Distinct	733
Distinct (%)	39.2%
Missing	1805
Missing (%)	49.1%
Infinite	0
Infinite (%)	0.0%
Mean	2529.1795

Minimum	15
Maximum	607936
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	15
5-th percentile	350
Q1	843
median	1300
Q3	1790
95-th percentile	2950
Maximum	607936
Range	607921
Interquartile range (IQR)	947

Descriptive statistics

Standard deviation	22799.836
Coefficient of variation (CV)	9.0147166
Kurtosis	604.53764
Mean	2529.1795
Median Absolute Deviation (MAD)	472.5
Skewness	24.333239
Sum	4734624
Variance	5.1983254 × 10⁸
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1400	42	1.1%
1600	35	1.0%
1800	35	1.0%
1200	31	0.8%
1500	29	0.8%
1650	28	0.8%
1350	27	0.7%
1300	23	0.6%
1000	22	0.6%
1450	22	0.6%
Other values (723)	1578	42.9%
(Missing)	1805	49.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15	1	< 0.1%
33	1	< 0.1%
48	1	< 0.1%
50	1	< 0.1%
59	1	< 0.1%
60	1	< 0.1%
66	1	< 0.1%
72	1	< 0.1%
76.44	3	0.1%
77.31	1	< 0.1%

Value	Count	Frequency (%)
607936	1	< 0.1%
569243	1	< 0.1%
514396	1	< 0.1%
64529	1	< 0.1%
64412	1	< 0.1%
58141	1	< 0.1%
54917	1	< 0.1%
48811	1	< 0.1%
45966	1	< 0.1%
34401	1	< 0.1%

servant room
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.0 KiB

0	2349
1	1328

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3677
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	2349	63.9%
1	1328	36.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2349	63.9%
1	1328	36.1%

Most occurring characters

Value	Count	Frequency (%)
0	2349	63.9%
1	1328	36.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3677	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2349	63.9%
1	1328	36.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	3677	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2349	63.9%
1	1328	36.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3677	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2349	63.9%
1	1328	36.1%

study room
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.0 KiB

0	2972
1	705

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3677
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	2972	80.8%
1	705	19.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2972	80.8%
1	705	19.2%

Most occurring characters

Value	Count	Frequency (%)
0	2972	80.8%
1	705	19.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3677	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2972	80.8%
1	705	19.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	3677	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2972	80.8%
1	705	19.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3677	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2972	80.8%
1	705	19.2%

pooja room
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.0 KiB

0	3021
1	656

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3677
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	3021	82.2%
1	656	17.8%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3021	82.2%
1	656	17.8%

Most occurring characters

Value	Count	Frequency (%)
0	3021	82.2%
1	656	17.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3677	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3021	82.2%
1	656	17.8%

Most occurring scripts

Value	Count	Frequency (%)
Common	3677	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3021	82.2%
1	656	17.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3677	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3021	82.2%
1	656	17.8%

store room
Categorical

IMBALANCE

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.0 KiB

0	3339
1	338

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3677
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	3339	90.8%
1	338	9.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3339	90.8%
1	338	9.2%

Most occurring characters

Value	Count	Frequency (%)
0	3339	90.8%
1	338	9.2%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3677	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3339	90.8%
1	338	9.2%

Most occurring scripts

Value	Count	Frequency (%)
Common	3677	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3339	90.8%
1	338	9.2%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3677	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3339	90.8%
1	338	9.2%

others
Categorical

Distinct	2
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.0 KiB

0	3272
1	405

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3677
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	3272	89.0%
1	405	11.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	3272	89.0%
1	405	11.0%

Most occurring characters

Value	Count	Frequency (%)
0	3272	89.0%
1	405	11.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3677	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	3272	89.0%
1	405	11.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	3677	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	3272	89.0%
1	405	11.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3677	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	3272	89.0%
1	405	11.0%

furnishing_type
Categorical

Distinct	3
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	237.0 KiB

0	2414
2	1057
1	206

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	3677
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	1
5th row	0

Common Values

Value	Count	Frequency (%)
0	2414	65.7%
2	1057	28.7%
1	206	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	2414	65.7%
2	1057	28.7%
1	206	5.6%

Most occurring characters

Value	Count	Frequency (%)
0	2414	65.7%
2	1057	28.7%
1	206	5.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	3677	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	2414	65.7%
2	1057	28.7%
1	206	5.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	3677	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	2414	65.7%
2	1057	28.7%
1	206	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	3677	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	2414	65.7%
2	1057	28.7%
1	206	5.6%

luxury_score
Real number (ℝ)

ZEROS

Distinct	216
Distinct (%)	5.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	90.498504

Minimum	0
Maximum	228
Zeros	457
Zeros (%)	12.4%
Negative	0
Negative (%)	0.0%
Memory size	57.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	42
median	70
Q3	140
95-th percentile	219
Maximum	228
Range	228
Interquartile range (IQR)	98

Descriptive statistics

Standard deviation	68.045941
Coefficient of variation (CV)	0.75190128
Kurtosis	-0.8748298
Mean	90.498504
Median Absolute Deviation (MAD)	48
Skewness	0.48858027
Sum	332763
Variance	4630.2501
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	457	12.4%
56	328	8.9%
220	95	2.6%
228	74	2.0%
51	56	1.5%
49	51	1.4%
68	46	1.3%
67	45	1.2%
22	40	1.1%
44	39	1.1%
Other values (206)	2446	66.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	457	12.4%
5	2	0.1%
6	4	0.1%
7	31	0.8%
8	17	0.5%
9	8	0.2%
12	9	0.2%
13	4	0.1%
14	18	0.5%
15	22	0.6%

Value	Count	Frequency (%)
228	74	2.0%
223	1	< 0.1%
222	4	0.1%
221	6	0.2%
220	95	2.6%
219	19	0.5%
217	1	< 0.1%
216	1	< 0.1%
215	5	0.1%
214	24	0.7%

Auto

Heatmap
Table

	agePossession	area	balcony	bathroom	bedRoom	built_up_area	carpet_area	facing	floorNum	furnishing_type	luxury_score	others	pooja room	price	price_per_sqft	property_type	servant room	store room	study room	super_built_up_area
agePossession	1.000	-0.098	0.273	-0.127	-0.142	-0.111	-0.051	0.091	0.066	0.209	-0.053	0.108	0.185	-0.132	-0.121	0.378	0.281	0.144	0.141	-0.045
area	-0.098	1.000	0.011	0.687	0.624	0.835	0.801	0.022	0.116	0.043	0.246	0.042	0.037	0.744	0.207	0.028	0.015	0.039	0.018	0.948
balcony	0.273	0.011	1.000	0.515	0.434	0.356	0.468	0.016	0.180	0.178	0.316	0.082	0.197	0.465	0.188	0.214	0.441	0.146	0.183	0.510
bathroom	-0.127	0.687	0.515	1.000	0.862	0.465	0.599	0.044	-0.005	0.198	0.161	0.070	0.286	0.720	0.411	0.472	0.520	0.244	0.176	0.819
bedRoom	-0.142	0.624	0.434	0.862	1.000	0.380	0.569	0.032	-0.104	0.168	0.038	0.079	0.291	0.681	0.417	0.595	0.317	0.223	0.154	0.800
built_up_area	-0.111	0.835	0.356	0.465	0.380	1.000	0.969	1.000	0.091	0.088	0.280	0.000	0.000	0.605	0.132	0.000	0.000	0.000	0.000	0.926
carpet_area	-0.051	0.801	0.468	0.599	0.569	0.969	1.000	0.000	0.159	0.000	0.230	0.016	0.000	0.613	0.136	0.000	0.000	0.000	0.003	0.894
facing	0.091	0.022	0.016	0.044	0.032	1.000	0.000	1.000	0.002	0.049	0.074	0.000	0.029	-0.013	-0.028	0.094	0.036	0.036	0.000	0.019
floorNum	0.066	0.116	0.180	-0.005	-0.104	0.091	0.159	0.002	1.000	0.016	0.243	0.033	0.102	0.001	-0.126	0.485	0.084	0.112	0.078	0.152
furnishing_type	0.209	0.043	0.178	0.198	0.168	0.088	0.000	0.049	0.016	1.000	0.309	0.059	0.217	0.299	0.230	0.081	0.272	0.156	0.143	0.161
luxury_score	-0.053	0.246	0.316	0.161	0.038	0.280	0.230	0.074	0.243	0.309	1.000	0.153	0.177	0.197	0.039	0.359	0.335	0.212	0.173	0.216
others	0.108	0.042	0.082	0.070	0.079	0.000	0.016	0.000	0.033	0.059	0.153	1.000	0.033	-0.001	-0.019	0.026	0.000	0.106	0.031	-0.016
pooja room	0.185	0.037	0.197	0.286	0.291	0.000	0.000	0.029	0.102	0.217	0.177	0.033	1.000	0.268	0.198	0.252	0.252	0.305	0.313	0.110
price	-0.132	0.744	0.465	0.720	0.681	0.605	0.613	-0.013	0.001	0.299	0.197	-0.001	0.268	1.000	0.744	0.543	0.369	0.303	0.244	0.772
price_per_sqft	-0.121	0.207	0.188	0.411	0.417	0.132	0.136	-0.028	-0.126	0.230	0.039	-0.019	0.198	0.744	1.000	0.201	0.044	0.000	0.030	0.287
property_type	0.378	0.028	0.214	0.472	0.595	0.000	0.000	0.094	0.485	0.081	0.359	0.026	0.252	0.543	0.201	1.000	0.065	0.241	0.128	NaN
servant room	0.281	0.015	0.441	0.520	0.317	0.000	0.000	0.036	0.084	0.272	0.335	0.000	0.252	0.369	0.044	0.065	1.000	0.161	0.185	0.657
store room	0.144	0.039	0.146	0.244	0.223	0.000	0.000	0.036	0.112	0.156	0.212	0.106	0.305	0.303	0.000	0.241	0.161	1.000	0.226	0.033
study room	0.141	0.018	0.183	0.176	0.154	0.000	0.003	0.000	0.078	0.143	0.173	0.031	0.313	0.244	0.030	0.128	0.185	0.226	1.000	-0.015
super_built_up_area	-0.045	0.948	0.510	0.819	0.800	0.926	0.894	0.019	0.152	0.161	0.216	-0.016	0.110	0.772	0.287	NaN	0.657	0.033	-0.015	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

First rows
Last rows

	property_type	society	sector	price	price_per_sqft	area	areaWithType	bedRoom	bathroom	balcony	floorNum	facing	agePossession	super_built_up_area	built_up_area	carpet_area	servant room	study room	pooja room	others	furnishing_type	luxury_score
0	house	independent	sector 7	0.89	18658.0	477.0	Plot area 477(44.31 sq.m.)	5	3	2	2.0	East	Old Property	NaN	477.00	NaN	0	0	0	0	0	8
1	house	independent	sector 14	5.00	22222.0	2250.0	Plot area 250(209.03 sq.m.)	3	3	3	1.0	South	Moderately Old	NaN	2250.00	NaN	0	0	0	0	0	30
2	flat	la vida by tata housing	sector 113	2.78	10334.0	2690.0	Super Built up area 2690(249.91 sq.m.)Built Up area: 2350 sq.ft. (218.32 sq.m.)Carpet area: 2170 sq.ft. (201.6 sq.m.)	3	4	3+	5.0	North-East	Relatively New	2690.0	2350.00	2170.0	1	0	0	0	0	220
3	house	independent	sector 25	NaN	NaN	NaN	Plot area 250(209.03 sq.m.)Built Up area: 260 sq.yards (217.39 sq.m.)Carpet area: 245 sq.yards (204.85 sq.m.)	12	12	3+	4.0	North-East	New Property	NaN	260.00	245.0	1	1	1	1	1	157
4	house	dlf city plots phase 3	sector 24	1.44	26667.0	540.0	Plot area 60(50.17 sq.m.)	4	2	2	1.0	NaN	Old Property	NaN	540.00	NaN	0	0	0	0	0	8
5	house	independent	sector 4	0.65	92857.0	70.0	Plot area 70(6.5 sq.m.)	1	1	1	1.0	South-East	Moderately Old	NaN	70.00	NaN	0	0	0	1	0	21
6	flat	experion windchants	sector 112	3.29	11741.0	2802.0	Super Built up area 2802(260.31 sq.m.)Built Up area: 2225.56 sq.ft. (206.76 sq.m.)	3	3	3+	2.0	South	Relatively New	2802.0	2225.56	NaN	1	0	0	0	2	192
7	house	independent	sector 4	0.85	7522.0	1130.0	Built Up area: 1130 (104.98 sq.m.)	3	3	0	1.0	NaN	Undefined	NaN	1130.00	NaN	0	0	0	0	0	0
8	flat	godrej nature plus	sector 33	1.30	8349.0	1557.0	Super Built up area 1557(144.65 sq.m.)	3	2	3+	18.0	North	New Property	1557.0	NaN	NaN	0	0	0	0	0	53
9	flat	m3m merlin	sector 67	2.90	14167.0	2047.0	Super Built up area 2047(190.17 sq.m.)	3	3	3	0.0	West	Relatively New	2047.0	NaN	NaN	0	0	0	1	2	56

	property_type	society	sector	price	price_per_sqft	area	areaWithType	bedRoom	bathroom	balcony	floorNum	facing	agePossession	super_built_up_area	built_up_area	carpet_area	servant room	study room	pooja room	store room	furnishing_type	luxury_score
3793	flat	shapoorji pallonji joyville gurugram	sector 102	1.75	15514.0	1128.0	Super Built up area 1852(172.06 sq.m.)Carpet area: 1128 sq.ft. (104.79 sq.m.)	3	3	3+	1.0	East	Relatively New	1852.0	NaN	1128.0	0	0	0	0	0	49
3794	house	ansal heights	sector 92	2.75	9793.0	2808.0	Plot area 312(260.87 sq.m.)Built Up area: 5000 sq.yards (4180.64 sq.m.)	4	4	3+	3.0	NaN	Relatively New	NaN	5000.0	NaN	0	1	1	0	0	0
3795	flat	adani m2k oyster grande	sector 102	2.50	7817.0	3198.0	Super Built up area 3198(297.1 sq.m.)Built Up area: 2600 sq.ft. (241.55 sq.m.)Carpet area: 2350 sq.ft. (218.32 sq.m.)	4	5	3+	10.0	North-East	Relatively New	3198.0	2600.0	2350.0	1	0	1	0	2	228
3796	flat	rof ananda	sector 95	0.33	60.0	55000.0	Carpet area: 54917 (5101.96 sq.m.)	2	2	1	13.0	South-West	Relatively New	NaN	NaN	54917.0	0	0	0	0	0	44
3797	flat	emaar emerald hills	sector 65	1.95	13928.0	1400.0	Carpet area: 1400 (130.06 sq.m.)	3	3	3+	1.0	North-East	New Property	NaN	NaN	1400.0	0	0	0	1	2	152
3798	flat	chd avenue	sector 71	0.98	6049.0	1620.0	Super Built up area 1620(150.5 sq.m.)	3	3	3	0.0	South-East	Moderately Old	1620.0	NaN	NaN	0	1	0	0	0	80
3799	flat	emaar mgf emerald floors premier	sector 65	2.35	14242.0	1650.0	Carpet area: 1650 (153.29 sq.m.)	3	3	3	3.0	East	Relatively New	NaN	NaN	1650.0	1	1	0	0	2	172
3800	flat	the nav manesar apartment	sector 1	0.85	3953.0	2150.0	Super Built up area 2150(199.74 sq.m.)	3	3	3+	5.0	North-East	Moderately Old	2150.0	NaN	NaN	1	0	0	0	0	12
3801	flat	m3m skywalk	sector 74	2.45	12140.0	2018.0	Super Built up area 2018(187.48 sq.m.)Built Up area: 1800 sq.ft. (167.23 sq.m.)Carpet area: 1614 sq.ft. (149.95 sq.m.)	3	3	3+	25.0	South-West	Relatively New	2018.0	1800.0	1614.0	0	1	0	0	0	177
3802	house	project housing board colony	sector 31	8.00	63492.0	1260.0	Built Up area: 140 (117.06 sq.m.)	2	1	0	1.0	NaN	Undefined	NaN	140.0	NaN	0	0	0	0	0	0

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Other Punctuation

Space Separator

Dash Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Space Separator

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Decimal Number

Uppercase Letter

Other Punctuation

Space Separator

Close Punctuation

Open Punctuation

Most occurring scripts

Most frequent character per script

Latin

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Math Symbol

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category